Researcher Evidence Record

Philip Bachman

This bounded record lists 24 Pith paper rows and 0 imported work rows attributed to this corpus identity. The enumerated, non-disputed paper rows include cs.LG, cs.CL, cs.CV work dated 2014 to 2024. The record describes sources and coverage; it makes no judgment about the person.

Compiled coverage vector

Measured lane counts only. Not a trust score or person verdict.

Identity 2 canonical identity row plus typed public identifiers Pith papers 24 attributed paper rows in the Pith corpus, itemized below Imported works 0 imported works beyond the paper ledger Current reviews 0 of 24 papers carrying a current Pith review; presence, not outcome Sourced citations 5 of 24 works with a source-named citation count Coauthors 46 distinct coauthors across shared paper rows

Enumerated paper scope: 4 fields (cs.LG, cs.CL, cs.CV, +1 more) · 2014-2024 sources: authors, author_identifiers · paper_authors · author_works · current_verdicts · cited_works

A sourced case file for attributed work. It is neither a profile score nor a verdict about this researcher.

Attributed works

A bounded ledger from the Pith paper and imported-work queries. Counts and source confidence stay with each work.

2024 Pith paper
Video Occupancy Models

cs.CV provisional measured, no current review

paper citation record paper evidence challenge this paper
Sources and evidence
Authorship source

arxiv_oai

Printed name

Philip Bachman

Author position

3

Identity state

provisional

Source confidence

0.7

Review coverage

Measured: no current Pith review exists.

Citation counts

2 pith inbound references from cited_work_pith_inbound_counts
2023 Pith paper

Ignorance is Bliss: Robust Control via Information Gating

cs.LG provisional measured, no current review

paper paper evidence challenge this paper

Sources and evidence

Authorship source

arxiv_oai

Printed name

Philip Bachman

Author position

5

Identity state

provisional

Source confidence

0.7

Review coverage

Measured: no current Pith review exists.

Citation counts

No source count is attached to this work row.
2021 Pith paper

Pretraining Representations for Data-Efficient Reinforcement Learning

cs.LG provisional measured, no current review

paper paper evidence challenge this paper

Sources and evidence

Authorship source

arxiv_oai

Printed name

Philip Bachman

Author position

7

Identity state

provisional

Source confidence

0.7

Review coverage

Measured: no current Pith review exists.

Citation counts

No source count is attached to this work row.
2020 Pith paper

Representation Learning with Video Deep InfoMax

cs.CV provisional measured, no current review

paper paper evidence challenge this paper

Sources and evidence

Authorship source

arxiv_oai

Printed name

Philip Bachman

Author position

2

Identity state

provisional

Source confidence

0.7

Review coverage

Measured: no current Pith review exists.

Citation counts

No source count is attached to this work row.
2020 Pith paper
Data-Efficient Reinforcement Learning with Self-Predictive Representations

cs.LG provisional measured, no current review

paper citation record paper evidence challenge this paper
Sources and evidence
Authorship source

arxiv_oai

Printed name

Philip Bachman

Author position

6

Identity state

provisional

Source confidence

0.7

Review coverage

Measured: no current Pith review exists.

Citation counts

15 pith inbound references from cited_work_pith_inbound_counts
2020 Pith paper

Deep Reinforcement and InfoMax Learning

cs.LG provisional measured, no current review

paper paper evidence challenge this paper

Sources and evidence

Authorship source

arxiv_oai

Printed name

Philip Bachman

Author position

4

Identity state

provisional

Source confidence

0.7

Review coverage

Measured: no current Pith review exists.

Citation counts

No source count is attached to this work row.
2019 Pith paper
Learning Representations by Maximizing Mutual Information Across Views

cs.LG provisional measured, no current review

paper citation record paper evidence challenge this paper
Sources and evidence
Authorship source

arxiv_oai

Printed name

Philip Bachman

Author position

1

Identity state

provisional

Source confidence

0.7

Review coverage

Measured: no current Pith review exists.

Citation counts

678 external cited by from pith

4 pith inbound references from cited_work_pith_inbound_counts
2018 Pith paper

Learning Invariances for Policy Generalization

cs.LG provisional measured, no current review

paper paper evidence challenge this paper

Sources and evidence

Authorship source

arxiv_oai

Printed name

Philip Bachman

Author position

2

Identity state

provisional

Source confidence

0.7

Review coverage

Measured: no current Pith review exists.

Citation counts

No source count is attached to this work row.
2018 Pith paper

VFunc: a Deep Generative Model for Functions

cs.LG provisional measured, no current review

paper paper evidence challenge this paper

Sources and evidence

Authorship source

arxiv_oai

Printed name

Philip Bachman

Author position

1

Identity state

provisional

Source confidence

0.7

Review coverage

Measured: no current Pith review exists.

Citation counts

No source count is attached to this work row.
2018 Pith paper

Augmented CycleGAN: Learning Many-to-Many Mappings from Unpaired Data

cs.LG provisional measured, no current review

paper paper evidence challenge this paper

Sources and evidence

Authorship source

arxiv_oai

Printed name

Philip Bachman

Author position

4

Identity state

provisional

Source confidence

0.7

Review coverage

Measured: no current Pith review exists.

Citation counts

No source count is attached to this work row.
2017 Pith paper
Deep Reinforcement Learning that Matters

cs.LG provisional measured, no current review

paper citation record paper evidence challenge this paper
Sources and evidence
Authorship source

arxiv_oai

Printed name

Philip Bachman

Author position

3

Identity state

provisional

Source confidence

0.7

Review coverage

Measured: no current Pith review exists.

Citation counts

366 external cited by from pith

8 pith inbound references from cited_work_pith_inbound_counts
2017 Pith paper

Variational Generative Stochastic Networks with Collaborative Shaping

cs.LG provisional measured, no current review

paper paper evidence challenge this paper

Sources and evidence

Authorship source

arxiv_oai

Printed name

Philip Bachman

Author position

1

Identity state

provisional

Source confidence

0.7

Review coverage

Measured: no current Pith review exists.

Citation counts

No source count is attached to this work row.
2017 Pith paper

Learning Algorithms for Active Learning

cs.LG provisional measured, no current review

paper paper evidence challenge this paper

Sources and evidence

Authorship source

arxiv_oai

Printed name

Philip Bachman

Author position

1

Identity state

provisional

Source confidence

0.7

Review coverage

Measured: no current Pith review exists.

Citation counts

No source count is attached to this work row.
2017 Pith paper

Machine Comprehension by Text-to-Text Neural Question Generation

cs.CL provisional measured, no current review

paper paper evidence challenge this paper

Sources and evidence

Authorship source

arxiv_oai

Printed name

Philip Bachman

Author position

5

Identity state

provisional

Source confidence

0.7

Review coverage

Measured: no current Pith review exists.

Citation counts

No source count is attached to this work row.
2017 Pith paper

Calibrating Energy-based Generative Adversarial Networks

cs.LG provisional measured, no current review

paper paper evidence challenge this paper

Sources and evidence

Authorship source

arxiv_oai

Printed name

Philip Bachman

Author position

3

Identity state

provisional

Source confidence

0.7

Review coverage

Measured: no current Pith review exists.

Citation counts

No source count is attached to this work row.
2016 Pith paper

Towards Information-Seeking Agents

cs.LG provisional measured, no current review

paper paper evidence challenge this paper

Sources and evidence

Authorship source

arxiv_oai

Printed name

Philip Bachman

Author position

1

Identity state

provisional

Source confidence

0.7

Review coverage

Measured: no current Pith review exists.

Citation counts

No source count is attached to this work row.
2016 Pith paper

An Architecture for Deep, Hierarchical Generative Models

cs.LG provisional measured, no current review

paper paper evidence challenge this paper

Sources and evidence

Authorship source

arxiv_oai

Printed name

Philip Bachman

Author position

1

Identity state

provisional

Source confidence

0.7

Review coverage

Measured: no current Pith review exists.

Citation counts

No source count is attached to this work row.
2016 Pith paper
NewsQA: A Machine Comprehension Dataset

cs.CL provisional measured, no current review

paper citation record paper evidence challenge this paper
Sources and evidence
Authorship source

arxiv_oai

Printed name

Philip Bachman

Author position

6

Identity state

provisional

Source confidence

0.7

Review coverage

Measured: no current Pith review exists.

Citation counts

5 pith inbound references from cited_work_pith_inbound_counts
2016 Pith paper

Natural Language Generation in Dialogue using Lexicalized and Delexicalized Data

cs.CL provisional measured, no current review

paper paper evidence challenge this paper

Sources and evidence

Authorship source

arxiv_oai

Printed name

Philip Bachman

Author position

5

Identity state

provisional

Source confidence

0.7

Review coverage

Measured: no current Pith review exists.

Citation counts

No source count is attached to this work row.
2016 Pith paper

Iterative Alternating Neural Attention for Machine Reading

cs.CL provisional measured, no current review

paper paper evidence challenge this paper

Sources and evidence

Authorship source

arxiv_oai

Printed name

Philip Bachman

Author position

2

Identity state

provisional

Source confidence

0.7

Review coverage

Measured: no current Pith review exists.

Citation counts

No source count is attached to this work row.
2015 Pith paper

Testing Visual Attention in Dynamic Environments

cs.LG provisional measured, no current review

paper paper evidence challenge this paper

Sources and evidence

Authorship source

arxiv_oai

Printed name

Philip Bachman

Author position

1

Identity state

provisional

Source confidence

0.7

Review coverage

Measured: no current Pith review exists.

Citation counts

No source count is attached to this work row.
2015 Pith paper

Data Generation as Sequential Decision Making

cs.LG provisional measured, no current review

paper paper evidence challenge this paper

Sources and evidence

Authorship source

arxiv_oai

Printed name

Philip Bachman

Author position

1

Identity state

provisional

Source confidence

0.7

Review coverage

Measured: no current Pith review exists.

Citation counts

No source count is attached to this work row.
2014 Pith paper

Learning with Pseudo-Ensembles

stat.ML provisional measured, no current review

paper paper evidence challenge this paper

Sources and evidence

Authorship source

arxiv_oai

Printed name

Philip Bachman

Author position

1

Identity state

provisional

Source confidence

0.7

Review coverage

Measured: no current Pith review exists.

Citation counts

No source count is attached to this work row.
2014 Pith paper

Representation as a Service

cs.LG provisional measured, no current review

paper paper evidence challenge this paper

Sources and evidence

Authorship source

arxiv_oai

Printed name

Philip Bachman

Author position

2

Identity state

provisional

Source confidence

0.7

Review coverage

Measured: no current Pith review exists.

Citation counts

No source count is attached to this work row.

Evidence apparatus

The machinery behind this record. Every lane states whether Pith measured it, did not query it, could not reach it, or withheld it.

Lane	State	Observed	Boundary and source
identity	Measured	2	Canonical identity row plus public typed identifiers. source=authors, author_identifiers
papers	Measured	24 of 24 bounded rows	Rows attributed to this author UUID in the Pith corpus. source=paper_authors
works	Measured zero	0 of 0 bounded rows	Imported works not duplicated by the paper ledger. source=author_works
reviews	Measured zero	0 of 24 bounded rows	Coverage count only. No review outcome is projected onto the person. source=current_verdicts
citations	Measured	5 of 24 bounded rows	Counts remain itemized by work and source. source=cited_works
coauthors	Measured	46 of 24 bounded rows	Shared-work edges from admitted paper rows. source=paper_authors
account	Unavailable	No public count of 1 bounded rows	Account metadata is separate from corpus evidence. source=users.author_id

Public identity sources

name variant
Philip Bachman backfill
confidence 0.6

identity history

Enumerated research scope

Fields and dates come only from enumerated, non-disputed Pith paper rows. They do not claim career completeness.

cs.LG17 rows
cs.CL4 rows
cs.CV2 rows
stat.ML1 rows
20142 rows
20152 rows
20165 rows
20175 rows
20183 rows
20191 rows
20203 rows
20211 rows
20231 rows
20241 rows

Shared-work index

Aaron Courville4 shared rows
paper_authors
Adam Trischler5 shared rows
paper_authors
Alessandro Sordoni7 shared rows
paper_authors
Alex Lamb1 shared rows
paper_authors
Amjad Almahairi2 shared rows
paper_authors
Ankesh Anand2 shared rows
paper_authors
Bogdan Mazoure1 shared rows
paper_authors
Caglar Gulcehre1 shared rows
paper_authors
David Krueger1 shared rows
paper_authors
David Meger1 shared rows
paper_authors
Devon Hjelm1 shared rows
paper_authors
Doina Precup5 shared rows
paper_authors
Eduard Hovy1 shared rows
paper_authors
Hannes Schulz1 shared rows
paper_authors
Harm van Seijen1 shared rows
paper_authors
Jing He1 shared rows
paper_authors
Joelle Pineau2 shared rows
paper_authors
John Langford1 shared rows
paper_authors
Justin Harris1 shared rows
paper_authors
Kaheer Suleman2 shared rows
paper_authors
Laurent Charlin1 shared rows
paper_authors
Manan Tomar2 shared rows
paper_authors
Matthew E. Taylor2 shared rows
paper_authors
Max Schwarzer2 shared rows
paper_authors
Michael Noukhovitch1 shared rows
paper_authors
Nitarshan Rajkumar1 shared rows
paper_authors
Ouais Alsharif2 shared rows
paper_authors
Peter Henderson1 shared rows
paper_authors
Philippe Hansen-Estruch1 shared rows
paper_authors
R Devon Hjelm4 shared rows
paper_authors
Remi Tachet1 shared rows
paper_authors
Remi Tachet des Combes1 shared rows
paper_authors
Riashat Islam3 shared rows
paper_authors
Rishab Goel1 shared rows
paper_authors
Sai Rajeswar1 shared rows
paper_authors
Saizheng Zhang1 shared rows
paper_authors
Sandeep Subramanian1 shared rows
paper_authors
Sergey Levine2 shared rows
paper_authors
Shikhar Sharma1 shared rows
paper_authors
Thang Doan1 shared rows
paper_authors
Tong Wang2 shared rows
paper_authors
William Buchwalter1 shared rows
paper_authors
Xingdi Yuan2 shared rows
paper_authors
Yoshua Bengio1 shared rows
paper_authors
Zafarali Ahmed1 shared rows
paper_authors
Zihang Dai1 shared rows
paper_authors

Record scope

The work queries are bounded. Missing rows may mean measured zero, an unavailable source, a query that did not run, or private data that Pith withheld. The lane table keeps those cases separate.

Paper findings remain attached to papers. They do not become findings about this researcher.

Self-published account annex

Linked Pith account

Unavailable No public Pith account is linked to this corpus identity.

The account lane is self-published. Linking proves account control only and changes no corpus fact.